Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 26869 |
| Missing cells | 39697 |
| Missing cells (%) | 7.4% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 4.0 MiB |
| Average record size in memory | 157.0 B |
Variable types
| Categorical | 6 |
|---|---|
| Numeric | 13 |
| Boolean | 1 |
convert_flag is highly correlated with derm_ratio | High correlation |
tbm_present_flag is highly correlated with idsr_present_flag and 4 other fields | High correlation |
sam_present_flag is highly correlated with narc_segment and 1 other fields | High correlation |
idsr_present_flag is highly correlated with tbm_present_flag and 1 other fields | High correlation |
narc_segment is highly correlated with sam_present_flag | High correlation |
is_urban is highly correlated with tbm_present_flag | High correlation |
Cytopoint_calls is highly correlated with Apoquel_calls | High correlation |
Apoquel_calls is highly correlated with Cytopoint_calls | High correlation |
derm_ratio is highly correlated with convert_flag and 2 other fields | High correlation |
last12monthsproductuse is highly correlated with tbm_present_flag and 2 other fields | High correlation |
total_idsr_calls_past_6months is highly correlated with idsr_present_flag | High correlation |
total_sam_calls_past_6months is highly correlated with sam_present_flag | High correlation |
zts_market_share is highly correlated with tbm_present_flag and 1 other fields | High correlation |
convert_flag is highly correlated with derm_ratio | High correlation |
tbm_present_flag is highly correlated with idsr_present_flag and 6 other fields | High correlation |
sam_present_flag is highly correlated with total_sam_calls_past_6months | High correlation |
idsr_present_flag is highly correlated with tbm_present_flag and 2 other fields | High correlation |
narc_segment is highly correlated with last12monthstotalsales | High correlation |
is_urban is highly correlated with tbm_present_flag | High correlation |
calls_ratio is highly correlated with Cytopoint_calls | High correlation |
Cytopoint_calls is highly correlated with calls_ratio and 1 other fields | High correlation |
Apoquel_calls is highly correlated with Cytopoint_calls | High correlation |
derm_ratio is highly correlated with convert_flag and 2 other fields | High correlation |
last12monthstotalsales is highly correlated with tbm_present_flag and 4 other fields | High correlation |
last12monthsproductuse is highly correlated with tbm_present_flag and 2 other fields | High correlation |
total_idsr_calls_past_6months is highly correlated with idsr_present_flag and 1 other fields | High correlation |
total_tbm_calls_past_6months is highly correlated with tbm_present_flag | High correlation |
total_sam_calls_past_6months is highly correlated with sam_present_flag | High correlation |
zts_market_share is highly correlated with tbm_present_flag | High correlation |
convert_flag is highly correlated with derm_ratio | High correlation |
tbm_present_flag is highly correlated with idsr_present_flag and 5 other fields | High correlation |
sam_present_flag is highly correlated with total_sam_calls_past_6months | High correlation |
idsr_present_flag is highly correlated with tbm_present_flag and 2 other fields | High correlation |
is_urban is highly correlated with tbm_present_flag | High correlation |
calls_ratio is highly correlated with Cytopoint_calls | High correlation |
Cytopoint_calls is highly correlated with calls_ratio | High correlation |
derm_ratio is highly correlated with convert_flag and 1 other fields | High correlation |
last12monthstotalsales is highly correlated with tbm_present_flag and 2 other fields | High correlation |
last12monthsproductuse is highly correlated with tbm_present_flag and 1 other fields | High correlation |
total_idsr_calls_past_6months is highly correlated with idsr_present_flag | High correlation |
total_sam_calls_past_6months is highly correlated with sam_present_flag | High correlation |
zts_market_share is highly correlated with tbm_present_flag | High correlation |
convert_flag is highly correlated with tbm_present_flag and 3 other fields | High correlation |
total_idsr_calls_past_6months is highly correlated with idsr_present_flag | High correlation |
tbm_present_flag is highly correlated with convert_flag and 5 other fields | High correlation |
sam_present_flag is highly correlated with narc_segment | High correlation |
zts_market_share is highly correlated with tbm_present_flag and 3 other fields | High correlation |
idsr_present_flag is highly correlated with total_idsr_calls_past_6months and 2 other fields | High correlation |
is_urban is highly correlated with convert_flag and 2 other fields | High correlation |
narc_segment is highly correlated with sam_present_flag and 1 other fields | High correlation |
Cytopoint_calls is highly correlated with Apoquel_calls | High correlation |
last12monthsproductuse is highly correlated with convert_flag and 5 other fields | High correlation |
corp_flag is highly correlated with tbm_present_flag and 1 other fields | High correlation |
Apoquel_calls is highly correlated with Cytopoint_calls | High correlation |
petcareregion is highly correlated with zts_market_share | High correlation |
derm_ratio is highly correlated with convert_flag | High correlation |
tbm_present_flag is highly correlated with idsr_present_flag and 2 other fields | High correlation |
idsr_present_flag is highly correlated with tbm_present_flag | High correlation |
petcareregion is highly correlated with tbm_present_flag | High correlation |
is_urban is highly correlated with tbm_present_flag | High correlation |
petcareregion has 4885 (18.2%) missing values | Missing |
narc_segment has 5961 (22.2%) missing values | Missing |
calls_ratio has 9617 (35.8%) missing values | Missing |
Cytopoint_calls has 9617 (35.8%) missing values | Missing |
Apoquel_calls has 9617 (35.8%) missing values | Missing |
calls_ratio has 4369 (16.3%) zeros | Zeros |
Cytopoint_calls has 4369 (16.3%) zeros | Zeros |
Apoquel_calls has 691 (2.6%) zeros | Zeros |
derm_ratio has 5893 (21.9%) zeros | Zeros |
total_idsr_calls_past_6months has 14511 (54.0%) zeros | Zeros |
total_tbm_calls_past_6months has 9090 (33.8%) zeros | Zeros |
total_sam_calls_past_6months has 24878 (92.6%) zeros | Zeros |
zts_market_share has 6876 (25.6%) zeros | Zeros |
Reproduction
| Analysis started | 2021-10-14 13:05:39.302090 |
|---|---|
| Analysis finished | 2021-10-14 13:06:26.763463 |
| Duration | 47.46 seconds |
| Software version | pandas-profiling v3.0.0 |
| Download configuration | config.json |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 419.8 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 26869 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 13453 | |
| 1 | 13416 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 13453 | |
| 1 | 13416 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 13453 | |
| 1 | 13416 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 26869 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 13453 | |
| 1 | 13416 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 26869 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 13453 | |
| 1 | 13416 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 26869 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 13453 | |
| 1 | 13416 |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 4885 |
| Missing (%) | 18.2% |
| Memory size | 419.8 KiB |
| MIDWEST (Region) | |
|---|---|
| SOUTHEAST (Region) | |
| CENTRAL (Region) | |
| NORTHEAST (Region) | |
| WEST (Region) |
Length
| Max length | 18 |
|---|---|
| Median length | 16 |
| Mean length | 16.22188865 |
| Min length | 13 |
Characters and Unicode
| Total characters | 356622 |
|---|---|
| Distinct characters | 23 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | NORTHEAST (Region) |
|---|---|
| 2nd row | WEST (Region) |
| 3rd row | CENTRAL (Region) |
| 4th row | NORTHEAST (Region) |
| 5th row | SOUTHEAST (Region) |
Common Values
| Value | Count | Frequency (%) |
| MIDWEST (Region) | 4686 | |
| SOUTHEAST (Region) | 4523 | |
| CENTRAL (Region) | 4294 | |
| NORTHEAST (Region) | 4255 | |
| WEST (Region) | 4226 | |
| (Missing) | 4885 |
Length
Pie chart
| Value | Count | Frequency (%) |
| region | 21984 | |
| midwest | 4686 | 10.7% |
| southeast | 4523 | 10.3% |
| central | 4294 | 9.8% |
| northeast | 4255 | 9.7% |
| west | 4226 | 9.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 30762 | 8.6% |
| R | 30533 | 8.6% |
| S | 22213 | 6.2% |
| E | 21984 | 6.2% |
| 21984 | 6.2% | |
| ( | 21984 | 6.2% |
| e | 21984 | 6.2% |
| g | 21984 | 6.2% |
| i | 21984 | 6.2% |
| o | 21984 | 6.2% |
| Other values (13) | 119226 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 180750 | |
| Lowercase Letter | 109920 | |
| Space Separator | 21984 | 6.2% |
| Open Punctuation | 21984 | 6.2% |
| Close Punctuation | 21984 | 6.2% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| T | 30762 | |
| R | 30533 | |
| S | 22213 | |
| E | 21984 | |
| A | 13072 | |
| W | 8912 | 4.9% |
| O | 8778 | 4.9% |
| H | 8778 | 4.9% |
| N | 8549 | 4.7% |
| M | 4686 | 2.6% |
| Other values (5) | 22483 |
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 21984 | |
| g | 21984 | |
| i | 21984 | |
| o | 21984 | |
| n | 21984 |
Space Separator
| Value | Count | Frequency (%) |
| 21984 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 21984 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 21984 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 290670 | |
| Common | 65952 | 18.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| T | 30762 | |
| R | 30533 | |
| S | 22213 | 7.6% |
| E | 21984 | 7.6% |
| e | 21984 | 7.6% |
| g | 21984 | 7.6% |
| i | 21984 | 7.6% |
| o | 21984 | 7.6% |
| n | 21984 | 7.6% |
| A | 13072 | 4.5% |
| Other values (10) | 62186 |
Common
| Value | Count | Frequency (%) |
| 21984 | ||
| ( | 21984 | |
| ) | 21984 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 356622 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| T | 30762 | 8.6% |
| R | 30533 | 8.6% |
| S | 22213 | 6.2% |
| E | 21984 | 6.2% |
| 21984 | 6.2% | |
| ( | 21984 | 6.2% |
| e | 21984 | 6.2% |
| g | 21984 | 6.2% |
| i | 21984 | 6.2% |
| o | 21984 | 6.2% |
| Other values (13) | 119226 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 419.8 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 26869 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 16210 | |
| 1 | 10659 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 16210 | |
| 1 | 10659 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 16210 | |
| 1 | 10659 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 26869 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 16210 | |
| 1 | 10659 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 26869 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 16210 | |
| 1 | 10659 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 26869 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 16210 | |
| 1 | 10659 |
tbm_present_flag
Categorical
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 419.8 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 26869 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 21984 | |
| 0 | 4885 | 18.2% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 1 | 21984 | |
| 0 | 4885 | 18.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 21984 | |
| 0 | 4885 | 18.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 26869 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 21984 | |
| 0 | 4885 | 18.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 26869 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 21984 | |
| 0 | 4885 | 18.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 26869 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 21984 | |
| 0 | 4885 | 18.2% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 419.8 KiB |
| 0 | |
|---|---|
| 1 | 1941 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 26869 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 24928 | |
| 1 | 1941 | 7.2% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 24928 | |
| 1 | 1941 | 7.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 24928 | |
| 1 | 1941 | 7.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 26869 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 24928 | |
| 1 | 1941 | 7.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 26869 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 24928 | |
| 1 | 1941 | 7.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 26869 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 24928 | |
| 1 | 1941 | 7.2% |
idsr_present_flag
Categorical
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 419.8 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 26869 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 14316 | |
| 0 | 12553 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 1 | 14316 | |
| 0 | 12553 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 14316 | |
| 0 | 12553 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 26869 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 14316 | |
| 0 | 12553 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 26869 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 14316 | |
| 0 | 12553 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 26869 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 14316 | |
| 0 | 12553 |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 5961 |
| Missing (%) | 22.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.13090683 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 127 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 419.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.014665221 |
|---|---|
| Coefficient of variation (CV) | 0.3240802989 |
| Kurtosis | -0.4059675456 |
| Mean | 3.13090683 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.05481643022 |
| Sum | 65461 |
| Variance | 1.029545511 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 7052 | |
| 4 | 5986 | |
| 2 | 5406 | |
| 5 | 1803 | 6.7% |
| 1 | 534 | 2.0% |
| 0 | 127 | 0.5% |
| (Missing) | 5961 |
| Value | Count | Frequency (%) |
| 0 | 127 | 0.5% |
| 1 | 534 | 2.0% |
| 2 | 5406 | |
| 3 | 7052 | |
| 4 | 5986 | |
| 5 | 1803 | 6.7% |
| Value | Count | Frequency (%) |
| 5 | 1803 | 6.7% |
| 4 | 5986 | |
| 3 | 7052 | |
| 2 | 5406 | |
| 1 | 534 | 2.0% |
| 0 | 127 | 0.5% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 236.2 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 18115 | |
| False | 8754 |
| Distinct | 177 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 9617 |
| Missing (%) | 35.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.337991525 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 4369 |
| Zeros (%) | 16.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 419.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.3636363636 |
| Q3 | 0.5 |
| 95-th percentile | 0.7142857143 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.5 |
Descriptive statistics
| Standard deviation | 0.2508936651 |
|---|---|
| Coefficient of variation (CV) | 0.7423075627 |
| Kurtosis | 0.0502829758 |
| Mean | 0.337991525 |
| Median Absolute Deviation (MAD) | 0.1363636364 |
| Skewness | 0.3268417676 |
| Sum | 5831.029789 |
| Variance | 0.06294763119 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4369 | |
| 0.5 | 3977 | |
| 0.3333333333 | 1914 | 7.1% |
| 0.4 | 950 | 3.5% |
| 0.25 | 935 | 3.5% |
| 1 | 691 | 2.6% |
| 0.4285714286 | 477 | 1.8% |
| 0.6666666667 | 445 | 1.7% |
| 0.2 | 413 | 1.5% |
| 0.6 | 283 | 1.1% |
| Other values (167) | 2798 | 10.4% |
| (Missing) | 9617 |
| Value | Count | Frequency (%) |
| 0 | 4369 | |
| 0.04 | 1 | < 0.1% |
| 0.05555555556 | 1 | < 0.1% |
| 0.0625 | 2 | < 0.1% |
| 0.06666666667 | 2 | < 0.1% |
| 0.07142857143 | 2 | < 0.1% |
| 0.07692307692 | 1 | < 0.1% |
| 0.08333333333 | 4 | < 0.1% |
| 0.09090909091 | 5 | < 0.1% |
| 0.1 | 8 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 691 | |
| 0.9583333333 | 1 | < 0.1% |
| 0.9166666667 | 1 | < 0.1% |
| 0.9 | 1 | < 0.1% |
| 0.8888888889 | 1 | < 0.1% |
| 0.875 | 2 | < 0.1% |
| 0.8571428571 | 3 | < 0.1% |
| 0.8421052632 | 1 | < 0.1% |
| 0.8333333333 | 14 | 0.1% |
| 0.8 | 29 | 0.1% |
Cytopoint_calls
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGZEROS| Distinct | 41 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 9617 |
| Missing (%) | 35.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.02254811 |
| Minimum | 0 |
|---|---|
| Maximum | 42 |
| Zeros | 4369 |
| Zeros (%) | 16.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 419.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 42 |
| Range | 42 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.764166024 |
|---|---|
| Coefficient of variation (CV) | 1.366675042 |
| Kurtosis | 42.30719357 |
| Mean | 2.02254811 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 4.927358211 |
| Sum | 34893 |
| Variance | 7.640613807 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 5143 | |
| 0 | 4369 | |
| 2 | 3099 | 11.5% |
| 3 | 1788 | 6.7% |
| 4 | 1040 | 3.9% |
| 5 | 668 | 2.5% |
| 6 | 387 | 1.4% |
| 7 | 220 | 0.8% |
| 8 | 132 | 0.5% |
| 9 | 103 | 0.4% |
| Other values (31) | 303 | 1.1% |
| (Missing) | 9617 |
| Value | Count | Frequency (%) |
| 0 | 4369 | |
| 1 | 5143 | |
| 2 | 3099 | |
| 3 | 1788 | 6.7% |
| 4 | 1040 | 3.9% |
| 5 | 668 | 2.5% |
| 6 | 387 | 1.4% |
| 7 | 220 | 0.8% |
| 8 | 132 | 0.5% |
| 9 | 103 | 0.4% |
| Value | Count | Frequency (%) |
| 42 | 1 | < 0.1% |
| 41 | 1 | < 0.1% |
| 40 | 2 | |
| 38 | 2 | |
| 37 | 1 | < 0.1% |
| 36 | 3 | |
| 35 | 1 | < 0.1% |
| 34 | 2 | |
| 33 | 3 | |
| 31 | 1 | < 0.1% |
| Distinct | 47 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 9617 |
| Missing (%) | 35.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.192267563 |
| Minimum | 0 |
|---|---|
| Maximum | 52 |
| Zeros | 691 |
| Zeros (%) | 2.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 419.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 52 |
| Range | 52 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.217946895 |
|---|---|
| Coefficient of variation (CV) | 1.008044229 |
| Kurtosis | 36.74492633 |
| Mean | 3.192267563 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 4.441369616 |
| Sum | 55073 |
| Variance | 10.35518222 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 4673 | |
| 2 | 3636 | 13.5% |
| 3 | 2818 | 10.5% |
| 4 | 1883 | 7.0% |
| 5 | 1193 | 4.4% |
| 6 | 780 | 2.9% |
| 0 | 691 | 2.6% |
| 7 | 456 | 1.7% |
| 8 | 307 | 1.1% |
| 9 | 213 | 0.8% |
| Other values (37) | 602 | 2.2% |
| (Missing) | 9617 |
| Value | Count | Frequency (%) |
| 0 | 691 | 2.6% |
| 1 | 4673 | |
| 2 | 3636 | |
| 3 | 2818 | |
| 4 | 1883 | |
| 5 | 1193 | 4.4% |
| 6 | 780 | 2.9% |
| 7 | 456 | 1.7% |
| 8 | 307 | 1.1% |
| 9 | 213 | 0.8% |
| Value | Count | Frequency (%) |
| 52 | 1 | < 0.1% |
| 51 | 1 | < 0.1% |
| 50 | 1 | < 0.1% |
| 47 | 1 | < 0.1% |
| 45 | 1 | < 0.1% |
| 42 | 3 | |
| 40 | 1 | < 0.1% |
| 39 | 1 | < 0.1% |
| 38 | 3 | |
| 37 | 2 |
derm_ratio
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 20818 |
|---|---|
| Distinct (%) | 77.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3295317979 |
| Minimum | 0 |
|---|---|
| Maximum | 4.515088424 |
| Zeros | 5893 |
| Zeros (%) | 21.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 419.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.07418818899 |
| median | 0.3106364708 |
| Q3 | 0.5311209116 |
| 95-th percentile | 0.7919726285 |
| Maximum | 4.515088424 |
| Range | 4.515088424 |
| Interquartile range (IQR) | 0.4569327226 |
Descriptive statistics
| Standard deviation | 0.2680445303 |
|---|---|
| Coefficient of variation (CV) | 0.8134102141 |
| Kurtosis | 1.797381859 |
| Mean | 0.3295317979 |
| Median Absolute Deviation (MAD) | 0.2269697129 |
| Skewness | 0.5570822222 |
| Sum | 8854.189877 |
| Variance | 0.0718478702 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5893 | 21.9% |
| 1 | 158 | 0.6% |
| 0.1752905424 | 2 | < 0.1% |
| 0.5430987153 | 2 | < 0.1% |
| 0.3611211198 | 1 | < 0.1% |
| 0.5420861238 | 1 | < 0.1% |
| 0.4880982078 | 1 | < 0.1% |
| 0.09046589056 | 1 | < 0.1% |
| 0.1868465876 | 1 | < 0.1% |
| 0.8126884776 | 1 | < 0.1% |
| Other values (20808) | 20808 |
| Value | Count | Frequency (%) |
| 0 | 5893 | |
| 0.001457857714 | 1 | < 0.1% |
| 0.002046015953 | 1 | < 0.1% |
| 0.003016107097 | 1 | < 0.1% |
| 0.003176109563 | 1 | < 0.1% |
| 0.004132409916 | 1 | < 0.1% |
| 0.004430813834 | 1 | < 0.1% |
| 0.00503933263 | 1 | < 0.1% |
| 0.005423167853 | 1 | < 0.1% |
| 0.005870230913 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 4.515088424 | 1 | < 0.1% |
| 2.865663987 | 1 | < 0.1% |
| 2.678697465 | 1 | < 0.1% |
| 1.093957165 | 1 | < 0.1% |
| 1 | 158 | |
| 0.9976202486 | 1 | < 0.1% |
| 0.9970895679 | 1 | < 0.1% |
| 0.9964408509 | 1 | < 0.1% |
| 0.9938454042 | 1 | < 0.1% |
| 0.9933568082 | 1 | < 0.1% |
| Distinct | 25925 |
|---|---|
| Distinct (%) | 96.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 99283.05405 |
| Minimum | 0 |
|---|---|
| Maximum | 8218662.612 |
| Zeros | 16 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 419.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1050.328024 |
| Q1 | 32625.40999 |
| median | 72202.42994 |
| Q3 | 130107.9698 |
| 95-th percentile | 290856.4996 |
| Maximum | 8218662.612 |
| Range | 8218662.612 |
| Interquartile range (IQR) | 97482.55983 |
Descriptive statistics
| Standard deviation | 128124.7894 |
|---|---|
| Coefficient of variation (CV) | 1.290500082 |
| Kurtosis | 729.0068234 |
| Mean | 99283.05405 |
| Median Absolute Deviation (MAD) | 46187.42987 |
| Skewness | 15.81177685 |
| Sum | 2667636379 |
| Variance | 1.641596165 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 148.9700012 | 201 | 0.7% |
| 157.8800049 | 60 | 0.2% |
| 473.6400146 | 58 | 0.2% |
| 315.7600098 | 52 | 0.2% |
| 631.5200195 | 45 | 0.2% |
| 297.9400024 | 41 | 0.2% |
| 306.8500061 | 33 | 0.1% |
| 780.4900208 | 27 | 0.1% |
| 464.730011 | 27 | 0.1% |
| 622.6100159 | 26 | 0.1% |
| Other values (25915) | 26299 |
| Value | Count | Frequency (%) |
| 0 | 16 | 0.1% |
| 12.43999958 | 1 | < 0.1% |
| 44.77999878 | 1 | < 0.1% |
| 81.94999695 | 1 | < 0.1% |
| 110.8199997 | 1 | < 0.1% |
| 122.8999977 | 1 | < 0.1% |
| 148.9700012 | 201 | |
| 152.2799988 | 1 | < 0.1% |
| 157.8800049 | 60 | 0.2% |
| 160.3300009 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 8218662.612 | 1 | |
| 4319508.82 | 1 | |
| 3553855.81 | 1 | |
| 3191271.297 | 1 | |
| 3168940.309 | 1 | |
| 3074610.114 | 1 | |
| 2988222.624 | 1 | |
| 2606218.895 | 1 | |
| 2487017.739 | 1 | |
| 1974797.372 | 1 |
last12monthsproductuse
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 68 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.82816629 |
| Minimum | 0 |
|---|---|
| Maximum | 87 |
| Zeros | 11 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 419.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 15 |
| median | 23 |
| Q3 | 30 |
| 95-th percentile | 39 |
| Maximum | 87 |
| Range | 87 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 11.52720346 |
|---|---|
| Coefficient of variation (CV) | 0.528088494 |
| Kurtosis | -0.4909146533 |
| Mean | 21.82816629 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | -0.1983633778 |
| Sum | 586501 |
| Variance | 132.8764197 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 25 | 1128 | 4.2% |
| 23 | 1091 | 4.1% |
| 22 | 1075 | 4.0% |
| 26 | 1062 | 4.0% |
| 1 | 1045 | 3.9% |
| 21 | 1038 | 3.9% |
| 24 | 1036 | 3.9% |
| 27 | 1032 | 3.8% |
| 2 | 999 | 3.7% |
| 3 | 936 | 3.5% |
| Other values (58) | 16427 |
| Value | Count | Frequency (%) |
| 0 | 11 | < 0.1% |
| 1 | 1045 | |
| 2 | 999 | |
| 3 | 936 | |
| 4 | 746 | |
| 5 | 600 | |
| 6 | 423 | |
| 7 | 184 | 0.7% |
| 8 | 105 | 0.4% |
| 9 | 98 | 0.4% |
| Value | Count | Frequency (%) |
| 87 | 1 | < 0.1% |
| 74 | 1 | < 0.1% |
| 68 | 1 | < 0.1% |
| 66 | 2 | |
| 63 | 1 | < 0.1% |
| 62 | 2 | |
| 61 | 1 | < 0.1% |
| 60 | 3 | |
| 59 | 1 | < 0.1% |
| 58 | 2 |
total_idsr_calls_past_6months
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 62 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.730172318 |
| Minimum | 0 |
|---|---|
| Maximum | 77 |
| Zeros | 14511 |
| Zeros (%) | 54.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 419.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 6 |
| 95-th percentile | 15 |
| Maximum | 77 |
| Range | 77 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 5.863560054 |
|---|---|
| Coefficient of variation (CV) | 1.571927395 |
| Kurtosis | 12.89405558 |
| Mean | 3.730172318 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.691325551 |
| Sum | 100226 |
| Variance | 34.38133651 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 14511 | |
| 5 | 1178 | 4.4% |
| 4 | 1176 | 4.4% |
| 6 | 1120 | 4.2% |
| 7 | 1018 | 3.8% |
| 3 | 1010 | 3.8% |
| 2 | 895 | 3.3% |
| 8 | 881 | 3.3% |
| 9 | 761 | 2.8% |
| 10 | 706 | 2.6% |
| Other values (52) | 3613 | 13.4% |
| Value | Count | Frequency (%) |
| 0 | 14511 | |
| 1 | 582 | 2.2% |
| 2 | 895 | 3.3% |
| 3 | 1010 | 3.8% |
| 4 | 1176 | 4.4% |
| 5 | 1178 | 4.4% |
| 6 | 1120 | 4.2% |
| 7 | 1018 | 3.8% |
| 8 | 881 | 3.3% |
| 9 | 761 | 2.8% |
| Value | Count | Frequency (%) |
| 77 | 1 | < 0.1% |
| 74 | 1 | < 0.1% |
| 72 | 1 | < 0.1% |
| 67 | 1 | < 0.1% |
| 66 | 1 | < 0.1% |
| 64 | 1 | < 0.1% |
| 60 | 2 | < 0.1% |
| 55 | 1 | < 0.1% |
| 54 | 6 | |
| 53 | 1 | < 0.1% |
| Distinct | 202 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.744352227 |
| Minimum | 0 |
|---|---|
| Maximum | 732 |
| Zeros | 9090 |
| Zeros (%) | 33.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 419.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 4 |
| Q3 | 12 |
| 95-th percentile | 37 |
| Maximum | 732 |
| Range | 732 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 20.92357347 |
|---|---|
| Coefficient of variation (CV) | 2.147251349 |
| Kurtosis | 227.1756338 |
| Mean | 9.744352227 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 10.73898966 |
| Sum | 261821 |
| Variance | 437.7959266 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 9090 | |
| 1 | 1431 | 5.3% |
| 2 | 1364 | 5.1% |
| 3 | 1265 | 4.7% |
| 4 | 1143 | 4.3% |
| 5 | 1060 | 3.9% |
| 6 | 992 | 3.7% |
| 7 | 866 | 3.2% |
| 8 | 763 | 2.8% |
| 9 | 738 | 2.7% |
| Other values (192) | 8157 |
| Value | Count | Frequency (%) |
| 0 | 9090 | |
| 1 | 1431 | 5.3% |
| 2 | 1364 | 5.1% |
| 3 | 1265 | 4.7% |
| 4 | 1143 | 4.3% |
| 5 | 1060 | 3.9% |
| 6 | 992 | 3.7% |
| 7 | 866 | 3.2% |
| 8 | 763 | 2.8% |
| 9 | 738 | 2.7% |
| Value | Count | Frequency (%) |
| 732 | 1 | |
| 698 | 1 | |
| 617 | 1 | |
| 608 | 1 | |
| 473 | 1 | |
| 470 | 1 | |
| 444 | 2 | |
| 418 | 1 | |
| 412 | 1 | |
| 360 | 1 |
total_sam_calls_past_6months
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 156 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.01153746 |
| Minimum | 0 |
|---|---|
| Maximum | 592 |
| Zeros | 24878 |
| Zeros (%) | 92.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 419.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 7 |
| Maximum | 592 |
| Range | 592 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 13.58682349 |
|---|---|
| Coefficient of variation (CV) | 6.754447164 |
| Kurtosis | 445.7167146 |
| Mean | 2.01153746 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 16.64234535 |
| Sum | 54048 |
| Variance | 184.6017725 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 24878 | |
| 2 | 143 | 0.5% |
| 1 | 128 | 0.5% |
| 3 | 108 | 0.4% |
| 4 | 96 | 0.4% |
| 6 | 75 | 0.3% |
| 8 | 69 | 0.3% |
| 10 | 64 | 0.2% |
| 9 | 61 | 0.2% |
| 7 | 58 | 0.2% |
| Other values (146) | 1189 | 4.4% |
| Value | Count | Frequency (%) |
| 0 | 24878 | |
| 1 | 128 | 0.5% |
| 2 | 143 | 0.5% |
| 3 | 108 | 0.4% |
| 4 | 96 | 0.4% |
| 5 | 49 | 0.2% |
| 6 | 75 | 0.3% |
| 7 | 58 | 0.2% |
| 8 | 69 | 0.3% |
| 9 | 61 | 0.2% |
| Value | Count | Frequency (%) |
| 592 | 1 | |
| 542 | 1 | |
| 447 | 1 | |
| 410 | 1 | |
| 357 | 1 | |
| 353 | 1 | |
| 349 | 1 | |
| 342 | 1 | |
| 336 | 1 | |
| 276 | 1 |
median_household_income
Real number (ℝ≥0)
| Distinct | 10052 |
|---|---|
| Distinct (%) | 37.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 60409.18218 |
| Minimum | 0 |
|---|---|
| Maximum | 215338 |
| Zeros | 154 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 419.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 32979 |
| Q1 | 44004 |
| median | 55255 |
| Q3 | 72457 |
| 95-th percentile | 103696 |
| Maximum | 215338 |
| Range | 215338 |
| Interquartile range (IQR) | 28453 |
Descriptive statistics
| Standard deviation | 23186.47935 |
|---|---|
| Coefficient of variation (CV) | 0.3838237585 |
| Kurtosis | 2.545257451 |
| Mean | 60409.18218 |
| Median Absolute Deviation (MAD) | 13188 |
| Skewness | 1.160697082 |
| Sum | 1623134316 |
| Variance | 537612824.9 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 154 | 0.6% |
| 48750 | 21 | 0.1% |
| 45224 | 20 | 0.1% |
| 81928 | 19 | 0.1% |
| 56199 | 17 | 0.1% |
| 45983 | 16 | 0.1% |
| 50672 | 16 | 0.1% |
| 63754 | 16 | 0.1% |
| 126425 | 15 | 0.1% |
| 90256 | 15 | 0.1% |
| Other values (10042) | 26560 |
| Value | Count | Frequency (%) |
| 0 | 154 | |
| 9106 | 1 | < 0.1% |
| 16521 | 2 | < 0.1% |
| 16528 | 1 | < 0.1% |
| 16615 | 1 | < 0.1% |
| 16631 | 1 | < 0.1% |
| 17253 | 1 | < 0.1% |
| 17348 | 1 | < 0.1% |
| 18117 | 2 | < 0.1% |
| 18264 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 215338 | 1 | < 0.1% |
| 214219 | 3 | |
| 207262 | 1 | < 0.1% |
| 205688 | 2 | < 0.1% |
| 196637 | 2 | < 0.1% |
| 196361 | 1 | < 0.1% |
| 192891 | 1 | < 0.1% |
| 192648 | 5 | |
| 192563 | 1 | < 0.1% |
| 182292 | 1 | < 0.1% |
population
Real number (ℝ≥0)
| Distinct | 9886 |
|---|---|
| Distinct (%) | 36.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27700.47698 |
| Minimum | 0 |
|---|---|
| Maximum | 113916 |
| Zeros | 78 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 419.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4415.8 |
| Q1 | 15062 |
| median | 26069 |
| Q3 | 37946 |
| 95-th percentile | 57741 |
| Maximum | 113916 |
| Range | 113916 |
| Interquartile range (IQR) | 22884 |
Descriptive statistics
| Standard deviation | 16596.5851 |
|---|---|
| Coefficient of variation (CV) | 0.5991443799 |
| Kurtosis | 0.6204150738 |
| Mean | 27700.47698 |
| Median Absolute Deviation (MAD) | 11420 |
| Skewness | 0.7218803381 |
| Sum | 744284116 |
| Variance | 275446637.1 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 78 | 0.3% |
| 65099 | 19 | 0.1% |
| 25356 | 17 | 0.1% |
| 48419 | 16 | 0.1% |
| 61600 | 15 | 0.1% |
| 43414 | 15 | 0.1% |
| 52003 | 15 | 0.1% |
| 36693 | 15 | 0.1% |
| 41875 | 15 | 0.1% |
| 71580 | 14 | 0.1% |
| Other values (9876) | 26650 |
| Value | Count | Frequency (%) |
| 0 | 78 | |
| 39 | 2 | < 0.1% |
| 54 | 1 | < 0.1% |
| 67 | 1 | < 0.1% |
| 86 | 2 | < 0.1% |
| 110 | 1 | < 0.1% |
| 111 | 1 | < 0.1% |
| 117 | 1 | < 0.1% |
| 118 | 1 | < 0.1% |
| 119 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 113916 | 1 | < 0.1% |
| 111086 | 9 | |
| 105549 | 4 | |
| 103689 | 1 | < 0.1% |
| 100820 | 1 | < 0.1% |
| 99598 | 1 | < 0.1% |
| 98592 | 2 | < 0.1% |
| 95397 | 2 | < 0.1% |
| 95137 | 3 | < 0.1% |
| 94600 | 3 | < 0.1% |
zts_market_share
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 42 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.158302493 |
| Minimum | 0 |
|---|---|
| Maximum | 0.292298 |
| Zeros | 6876 |
| Zeros (%) | 25.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 419.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.199555 |
| Q3 | 0.226053 |
| 95-th percentile | 0.269781 |
| Maximum | 0.292298 |
| Range | 0.292298 |
| Interquartile range (IQR) | 0.226053 |
Descriptive statistics
| Standard deviation | 0.09727795129 |
|---|---|
| Coefficient of variation (CV) | 0.6145067549 |
| Kurtosis | -0.9153542072 |
| Mean | 0.158302493 |
| Median Absolute Deviation (MAD) | 0.033385 |
| Skewness | -0.8136282883 |
| Sum | 4253.429685 |
| Variance | 0.009462999806 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 6876 | |
| 0.221258 | 597 | 2.2% |
| 0.2505 | 580 | 2.2% |
| 0.234877 | 577 | 2.1% |
| 0.226053 | 563 | 2.1% |
| 0.181584 | 539 | 2.0% |
| 0.183599 | 523 | 1.9% |
| 0.249726 | 523 | 1.9% |
| 0.186959 | 518 | 1.9% |
| 0.231161 | 515 | 1.9% |
| Other values (32) | 15058 |
| Value | Count | Frequency (%) |
| 0 | 6876 | |
| 0.144832 | 505 | 1.9% |
| 0.16123 | 511 | 1.9% |
| 0.16617 | 492 | 1.8% |
| 0.166951 | 489 | 1.8% |
| 0.169166 | 472 | 1.8% |
| 0.175084 | 460 | 1.7% |
| 0.178251 | 489 | 1.8% |
| 0.181584 | 539 | 2.0% |
| 0.183599 | 523 | 1.9% |
| Value | Count | Frequency (%) |
| 0.292298 | 488 | |
| 0.285037 | 490 | |
| 0.269781 | 449 | |
| 0.269393 | 397 | |
| 0.2505 | 580 | |
| 0.249726 | 523 | |
| 0.248673 | 492 | |
| 0.240121 | 397 | |
| 0.235508 | 514 | |
| 0.234877 | 577 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| convert_flag | petcareregion | corp_flag | tbm_present_flag | sam_present_flag | idsr_present_flag | narc_segment | is_urban | calls_ratio | Cytopoint_calls | Apoquel_calls | derm_ratio | last12monthstotalsales | last12monthsproductuse | total_idsr_calls_past_6months | total_tbm_calls_past_6months | total_sam_calls_past_6months | median_household_income | population | zts_market_share | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | NORTHEAST (Region) | 1 | 1 | 0 | 1 | 4.0 | True | 0.500000 | 9.0 | 9.0 | 0.679953 | 115450.709832 | 26 | 5 | 28 | 0 | 90873 | 52388 | 0.199555 |
| 1 | 0 | WEST (Region) | 0 | 1 | 0 | 1 | 4.0 | True | 0.000000 | 0.0 | 5.0 | 0.643926 | 121713.849999 | 22 | 13 | 7 | 0 | 78414 | 36557 | 0.212146 |
| 2 | 0 | CENTRAL (Region) | 0 | 1 | 0 | 1 | 4.0 | True | 0.000000 | 0.0 | 1.0 | 0.477405 | 53129.020037 | 19 | 0 | 0 | 0 | 66739 | 26387 | 0.222745 |
| 3 | 0 | NORTHEAST (Region) | 1 | 1 | 0 | 1 | 4.0 | True | 0.500000 | 1.0 | 1.0 | 0.543545 | 899199.280449 | 37 | 0 | 45 | 0 | 97395 | 26342 | 0.186379 |
| 4 | 0 | SOUTHEAST (Region) | 0 | 1 | 0 | 0 | 3.0 | False | 0.500000 | 1.0 | 1.0 | 0.430778 | 101459.320273 | 20 | 0 | 2 | 0 | 36276 | 22293 | 0.183599 |
| 5 | 0 | NORTHEAST (Region) | 1 | 1 | 0 | 1 | 4.0 | True | 0.250000 | 1.0 | 3.0 | 0.333111 | 311422.869573 | 34 | 1 | 14 | 0 | 102140 | 55066 | 0.175084 |
| 6 | 0 | SOUTHEAST (Region) | 1 | 1 | 0 | 1 | 3.0 | True | 0.500000 | 2.0 | 2.0 | 0.846184 | 59045.179878 | 17 | 10 | 12 | 0 | 48544 | 47552 | 0.181584 |
| 7 | 0 | NORTHEAST (Region) | 1 | 1 | 0 | 0 | 4.0 | True | NaN | NaN | NaN | 0.493995 | 23601.119991 | 17 | 0 | 0 | 0 | 75335 | 28606 | 0.186379 |
| 8 | 0 | WEST (Region) | 0 | 1 | 0 | 0 | 2.0 | True | 0.400000 | 4.0 | 6.0 | 0.615064 | 60757.100004 | 20 | 0 | 43 | 0 | 65481 | 20388 | 0.221859 |
| 9 | 1 | SOUTHEAST (Region) | 0 | 1 | 0 | 1 | 4.0 | True | 0.272727 | 3.0 | 8.0 | 0.139337 | 80783.260045 | 22 | 17 | 12 | 0 | 40578 | 18617 | 0.181584 |
Last rows
| convert_flag | petcareregion | corp_flag | tbm_present_flag | sam_present_flag | idsr_present_flag | narc_segment | is_urban | calls_ratio | Cytopoint_calls | Apoquel_calls | derm_ratio | last12monthstotalsales | last12monthsproductuse | total_idsr_calls_past_6months | total_tbm_calls_past_6months | total_sam_calls_past_6months | median_household_income | population | zts_market_share | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 26859 | 1 | NaN | 0 | 0 | 0 | 0 | NaN | False | NaN | NaN | NaN | 0.0 | 148.970001 | 1 | 0 | 0 | 0 | 35568 | 15383 | 0.0 |
| 26860 | 1 | NaN | 0 | 0 | 0 | 0 | NaN | False | NaN | NaN | NaN | 0.0 | 148.970001 | 1 | 0 | 0 | 0 | 30955 | 10801 | 0.0 |
| 26861 | 1 | NaN | 0 | 0 | 0 | 0 | NaN | False | NaN | NaN | NaN | 0.0 | 148.970001 | 1 | 0 | 0 | 0 | 32921 | 7683 | 0.0 |
| 26862 | 1 | NaN | 0 | 0 | 0 | 0 | NaN | False | NaN | NaN | NaN | 0.0 | 337.940002 | 2 | 0 | 0 | 0 | 64342 | 35427 | 0.0 |
| 26863 | 1 | NaN | 0 | 0 | 0 | 0 | NaN | False | NaN | NaN | NaN | 0.0 | 297.940002 | 1 | 0 | 0 | 0 | 51875 | 14423 | 0.0 |
| 26864 | 1 | NaN | 0 | 0 | 0 | 0 | NaN | False | NaN | NaN | NaN | 0.0 | 455.820007 | 1 | 0 | 0 | 0 | 35840 | 11317 | 0.0 |
| 26865 | 1 | NaN | 0 | 0 | 0 | 0 | NaN | False | NaN | NaN | NaN | 0.0 | 157.880005 | 1 | 0 | 0 | 0 | 41671 | 15014 | 0.0 |
| 26866 | 1 | NaN | 0 | 0 | 0 | 0 | NaN | False | NaN | NaN | NaN | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 38920 | 33800 | 0.0 |
| 26867 | 1 | NaN | 0 | 0 | 0 | 0 | NaN | False | NaN | NaN | NaN | 0.0 | 148.970001 | 1 | 0 | 0 | 0 | 37818 | 40356 | 0.0 |
| 26868 | 1 | NaN | 0 | 0 | 0 | 0 | NaN | False | NaN | NaN | NaN | 0.0 | 306.850006 | 1 | 0 | 0 | 0 | 36201 | 25560 | 0.0 |